Kobe_Analysis
Pankaj Kumar
7/14/2019
plots
Factors
action_type
combined_shot_type
matchup
opponent
Season
shot_type
period
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>
## aspect: function
## backtransform_range: function
## clip: on
## default: FALSE
## distance: function
## expand: TRUE
## is_free: function
## is_linear: function
## labels: function
## limits: list
## modify_scales: function
## range: function
## render_axis_h: function
## render_axis_v: function
## render_bg: function
## render_fg: function
## setup_data: function
## setup_layout: function
## setup_panel_params: function
## setup_params: function
## transform: function
## super: <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>playoffs
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>
## aspect: function
## backtransform_range: function
## clip: on
## default: FALSE
## distance: function
## expand: TRUE
## is_free: function
## is_linear: function
## labels: function
## limits: list
## modify_scales: function
## range: function
## render_axis_h: function
## render_axis_v: function
## render_bg: function
## render_fg: function
## setup_data: function
## setup_layout: function
## setup_panel_params: function
## setup_params: function
## transform: function
## super: <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>shot_zone_area
shot_zone_basic
shot_zone_range
Continuous var
game_event_id
shot_distance
lat
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>
## aspect: function
## backtransform_range: function
## clip: on
## default: FALSE
## distance: function
## expand: TRUE
## is_free: function
## is_linear: function
## labels: function
## limits: list
## modify_scales: function
## range: function
## render_axis_h: function
## render_axis_v: function
## render_bg: function
## render_fg: function
## setup_data: function
## setup_layout: function
## setup_panel_params: function
## setup_params: function
## transform: function
## super: <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>loc_x
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>
## aspect: function
## backtransform_range: function
## clip: on
## default: FALSE
## distance: function
## expand: TRUE
## is_free: function
## is_linear: function
## labels: function
## limits: list
## modify_scales: function
## range: function
## render_axis_h: function
## render_axis_v: function
## render_bg: function
## render_fg: function
## setup_data: function
## setup_layout: function
## setup_panel_params: function
## setup_params: function
## transform: function
## super: <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>loc_y
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>
## aspect: function
## backtransform_range: function
## clip: on
## default: FALSE
## distance: function
## expand: TRUE
## is_free: function
## is_linear: function
## labels: function
## limits: list
## modify_scales: function
## range: function
## render_axis_h: function
## render_axis_v: function
## render_bg: function
## render_fg: function
## setup_data: function
## setup_layout: function
## setup_panel_params: function
## setup_params: function
## transform: function
## super: <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>lon
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>
## aspect: function
## backtransform_range: function
## clip: on
## default: FALSE
## distance: function
## expand: TRUE
## is_free: function
## is_linear: function
## labels: function
## limits: list
## modify_scales: function
## range: function
## render_axis_h: function
## render_axis_v: function
## render_bg: function
## render_fg: function
## setup_data: function
## setup_layout: function
## setup_panel_params: function
## setup_params: function
## transform: function
## super: <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>minutes_remaining
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>
## aspect: function
## backtransform_range: function
## clip: on
## default: FALSE
## distance: function
## expand: TRUE
## is_free: function
## is_linear: function
## labels: function
## limits: list
## modify_scales: function
## range: function
## render_axis_h: function
## render_axis_v: function
## render_bg: function
## render_fg: function
## setup_data: function
## setup_layout: function
## setup_panel_params: function
## setup_params: function
## transform: function
## super: <ggproto object: Class CoordFlip, CoordCartesian, Coord, gg>seconds_remaining
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
### game_date
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
attendance
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
arena_temp
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
avgnoisedb
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
Multicolineariy and Outliers Analysis
## avgnoisedb arena_temp attendance game_date lon loc_y loc_x
## avgnoisedb 1 0 1 0 0 0 0
## arena_temp 0 1 0 0 0 0 0
## attendance 1 0 1 0 0 0 0
## game_date 0 0 0 1 0 0 0
## lon 0 0 0 0 1 0 1
## loc_y 0 0 0 0 0 1 0
## shot_distance lat
## avgnoisedb 0 0
## arena_temp 0 0
## attendance 0 0
## game_date 0 0
## lon 0 0
## loc_y 1 -1## Var1 Var2 value
## 1 avgnoisedb avgnoisedb 1
## 2 arena_temp avgnoisedb 0
## 3 attendance avgnoisedb 1
## 4 game_date avgnoisedb 0
## 5 lon avgnoisedb 0
## 6 loc_y avgnoisedb 0
## arena_temp game_date
## 81802.84 204061.55
## attendance arena_temp:game_date
## 498164.70 290160.27
## arena_temp:attendance game_date:attendance
## 609532.82 670177.98
## arena_temp:game_date:attendance
## 788182.21## Model :
## shot_made_flag ~ avgnoisedb + arena_temp + attendance + game_date +
## seconds_remaining + minutes_remaining + lon + lat + game_event_id## avgnoisedb arena_temp attendance game_date
## 1.350766 1.005825 1.360433 1.014508
## seconds_remaining minutes_remaining lon lat
## 1.002014 1.080305 1.001722 1.016855
## game_event_id
## 1.081280